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<h1 id="sec_name">
<span data-if="hdevelop" style="display:inline;">create_class_gmm</span><span data-if="c" style="display:none;">T_create_class_gmm</span><span data-if="cpp" style="display:none;">CreateClassGmm</span><span data-if="dotnet" style="display:none;">CreateClassGmm</span><span data-if="python" style="display:none;">create_class_gmm</span> (算子名称)</h1>
<h2>名称</h2>
<p><code><span data-if="hdevelop" style="display:inline;">create_class_gmm</span><span data-if="c" style="display:none;">T_create_class_gmm</span><span data-if="cpp" style="display:none;">CreateClassGmm</span><span data-if="dotnet" style="display:none;">CreateClassGmm</span><span data-if="python" style="display:none;">create_class_gmm</span></code> — Create a Gaussian Mixture Model for classification</p>
<h2 id="sec_synopsis">参数签名</h2>
<div data-if="hdevelop" style="display:inline;">
<p>
<code><b>create_class_gmm</b>( :  : <a href="#NumDim"><i>NumDim</i></a>, <a href="#NumClasses"><i>NumClasses</i></a>, <a href="#NumCenters"><i>NumCenters</i></a>, <a href="#CovarType"><i>CovarType</i></a>, <a href="#Preprocessing"><i>Preprocessing</i></a>, <a href="#NumComponents"><i>NumComponents</i></a>, <a href="#RandSeed"><i>RandSeed</i></a> : <a href="#GMMHandle"><i>GMMHandle</i></a>)</code></p>
</div>
<div data-if="c" style="display:none;">
<p>
<code>Herror <b>T_create_class_gmm</b>(const Htuple <a href="#NumDim"><i>NumDim</i></a>, const Htuple <a href="#NumClasses"><i>NumClasses</i></a>, const Htuple <a href="#NumCenters"><i>NumCenters</i></a>, const Htuple <a href="#CovarType"><i>CovarType</i></a>, const Htuple <a href="#Preprocessing"><i>Preprocessing</i></a>, const Htuple <a href="#NumComponents"><i>NumComponents</i></a>, const Htuple <a href="#RandSeed"><i>RandSeed</i></a>, Htuple* <a href="#GMMHandle"><i>GMMHandle</i></a>)</code></p>
</div>
<div data-if="cpp" style="display:none;">
<p>
<code>void <b>CreateClassGmm</b>(const HTuple&amp; <a href="#NumDim"><i>NumDim</i></a>, const HTuple&amp; <a href="#NumClasses"><i>NumClasses</i></a>, const HTuple&amp; <a href="#NumCenters"><i>NumCenters</i></a>, const HTuple&amp; <a href="#CovarType"><i>CovarType</i></a>, const HTuple&amp; <a href="#Preprocessing"><i>Preprocessing</i></a>, const HTuple&amp; <a href="#NumComponents"><i>NumComponents</i></a>, const HTuple&amp; <a href="#RandSeed"><i>RandSeed</i></a>, HTuple* <a href="#GMMHandle"><i>GMMHandle</i></a>)</code></p>
<p>
<code>void <a href="HClassGmm.html">HClassGmm</a>::<b>HClassGmm</b>(Hlong <a href="#NumDim"><i>NumDim</i></a>, Hlong <a href="#NumClasses"><i>NumClasses</i></a>, const HTuple&amp; <a href="#NumCenters"><i>NumCenters</i></a>, const HString&amp; <a href="#CovarType"><i>CovarType</i></a>, const HString&amp; <a href="#Preprocessing"><i>Preprocessing</i></a>, Hlong <a href="#NumComponents"><i>NumComponents</i></a>, Hlong <a href="#RandSeed"><i>RandSeed</i></a>)</code></p>
<p>
<code>void <a href="HClassGmm.html">HClassGmm</a>::<b>HClassGmm</b>(Hlong <a href="#NumDim"><i>NumDim</i></a>, Hlong <a href="#NumClasses"><i>NumClasses</i></a>, Hlong <a href="#NumCenters"><i>NumCenters</i></a>, const HString&amp; <a href="#CovarType"><i>CovarType</i></a>, const HString&amp; <a href="#Preprocessing"><i>Preprocessing</i></a>, Hlong <a href="#NumComponents"><i>NumComponents</i></a>, Hlong <a href="#RandSeed"><i>RandSeed</i></a>)</code></p>
<p>
<code>void <a href="HClassGmm.html">HClassGmm</a>::<b>HClassGmm</b>(Hlong <a href="#NumDim"><i>NumDim</i></a>, Hlong <a href="#NumClasses"><i>NumClasses</i></a>, Hlong <a href="#NumCenters"><i>NumCenters</i></a>, const char* <a href="#CovarType"><i>CovarType</i></a>, const char* <a href="#Preprocessing"><i>Preprocessing</i></a>, Hlong <a href="#NumComponents"><i>NumComponents</i></a>, Hlong <a href="#RandSeed"><i>RandSeed</i></a>)</code></p>
<p>
<code>void <a href="HClassGmm.html">HClassGmm</a>::<b>HClassGmm</b>(Hlong <a href="#NumDim"><i>NumDim</i></a>, Hlong <a href="#NumClasses"><i>NumClasses</i></a>, Hlong <a href="#NumCenters"><i>NumCenters</i></a>, const wchar_t* <a href="#CovarType"><i>CovarType</i></a>, const wchar_t* <a href="#Preprocessing"><i>Preprocessing</i></a>, Hlong <a href="#NumComponents"><i>NumComponents</i></a>, Hlong <a href="#RandSeed"><i>RandSeed</i></a>)  <span class="signnote">
            (
            Windows only)
          </span></code></p>
<p>
<code>void <a href="HClassGmm.html">HClassGmm</a>::<b>CreateClassGmm</b>(Hlong <a href="#NumDim"><i>NumDim</i></a>, Hlong <a href="#NumClasses"><i>NumClasses</i></a>, const HTuple&amp; <a href="#NumCenters"><i>NumCenters</i></a>, const HString&amp; <a href="#CovarType"><i>CovarType</i></a>, const HString&amp; <a href="#Preprocessing"><i>Preprocessing</i></a>, Hlong <a href="#NumComponents"><i>NumComponents</i></a>, Hlong <a href="#RandSeed"><i>RandSeed</i></a>)</code></p>
<p>
<code>void <a href="HClassGmm.html">HClassGmm</a>::<b>CreateClassGmm</b>(Hlong <a href="#NumDim"><i>NumDim</i></a>, Hlong <a href="#NumClasses"><i>NumClasses</i></a>, Hlong <a href="#NumCenters"><i>NumCenters</i></a>, const HString&amp; <a href="#CovarType"><i>CovarType</i></a>, const HString&amp; <a href="#Preprocessing"><i>Preprocessing</i></a>, Hlong <a href="#NumComponents"><i>NumComponents</i></a>, Hlong <a href="#RandSeed"><i>RandSeed</i></a>)</code></p>
<p>
<code>void <a href="HClassGmm.html">HClassGmm</a>::<b>CreateClassGmm</b>(Hlong <a href="#NumDim"><i>NumDim</i></a>, Hlong <a href="#NumClasses"><i>NumClasses</i></a>, Hlong <a href="#NumCenters"><i>NumCenters</i></a>, const char* <a href="#CovarType"><i>CovarType</i></a>, const char* <a href="#Preprocessing"><i>Preprocessing</i></a>, Hlong <a href="#NumComponents"><i>NumComponents</i></a>, Hlong <a href="#RandSeed"><i>RandSeed</i></a>)</code></p>
<p>
<code>void <a href="HClassGmm.html">HClassGmm</a>::<b>CreateClassGmm</b>(Hlong <a href="#NumDim"><i>NumDim</i></a>, Hlong <a href="#NumClasses"><i>NumClasses</i></a>, Hlong <a href="#NumCenters"><i>NumCenters</i></a>, const wchar_t* <a href="#CovarType"><i>CovarType</i></a>, const wchar_t* <a href="#Preprocessing"><i>Preprocessing</i></a>, Hlong <a href="#NumComponents"><i>NumComponents</i></a>, Hlong <a href="#RandSeed"><i>RandSeed</i></a>)  <span class="signnote">
            (
            Windows only)
          </span></code></p>
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<p>
<code>static void <a href="HOperatorSet.html">HOperatorSet</a>.<b>CreateClassGmm</b>(<a href="HTuple.html">HTuple</a> <a href="#NumDim"><i>numDim</i></a>, <a href="HTuple.html">HTuple</a> <a href="#NumClasses"><i>numClasses</i></a>, <a href="HTuple.html">HTuple</a> <a href="#NumCenters"><i>numCenters</i></a>, <a href="HTuple.html">HTuple</a> <a href="#CovarType"><i>covarType</i></a>, <a href="HTuple.html">HTuple</a> <a href="#Preprocessing"><i>preprocessing</i></a>, <a href="HTuple.html">HTuple</a> <a href="#NumComponents"><i>numComponents</i></a>, <a href="HTuple.html">HTuple</a> <a href="#RandSeed"><i>randSeed</i></a>, out <a href="HTuple.html">HTuple</a> <a href="#GMMHandle"><i>GMMHandle</i></a>)</code></p>
<p>
<code>public <a href="HClassGmm.html">HClassGmm</a>(int <a href="#NumDim"><i>numDim</i></a>, int <a href="#NumClasses"><i>numClasses</i></a>, <a href="HTuple.html">HTuple</a> <a href="#NumCenters"><i>numCenters</i></a>, string <a href="#CovarType"><i>covarType</i></a>, string <a href="#Preprocessing"><i>preprocessing</i></a>, int <a href="#NumComponents"><i>numComponents</i></a>, int <a href="#RandSeed"><i>randSeed</i></a>)</code></p>
<p>
<code>public <a href="HClassGmm.html">HClassGmm</a>(int <a href="#NumDim"><i>numDim</i></a>, int <a href="#NumClasses"><i>numClasses</i></a>, int <a href="#NumCenters"><i>numCenters</i></a>, string <a href="#CovarType"><i>covarType</i></a>, string <a href="#Preprocessing"><i>preprocessing</i></a>, int <a href="#NumComponents"><i>numComponents</i></a>, int <a href="#RandSeed"><i>randSeed</i></a>)</code></p>
<p>
<code>void <a href="HClassGmm.html">HClassGmm</a>.<b>CreateClassGmm</b>(int <a href="#NumDim"><i>numDim</i></a>, int <a href="#NumClasses"><i>numClasses</i></a>, <a href="HTuple.html">HTuple</a> <a href="#NumCenters"><i>numCenters</i></a>, string <a href="#CovarType"><i>covarType</i></a>, string <a href="#Preprocessing"><i>preprocessing</i></a>, int <a href="#NumComponents"><i>numComponents</i></a>, int <a href="#RandSeed"><i>randSeed</i></a>)</code></p>
<p>
<code>void <a href="HClassGmm.html">HClassGmm</a>.<b>CreateClassGmm</b>(int <a href="#NumDim"><i>numDim</i></a>, int <a href="#NumClasses"><i>numClasses</i></a>, int <a href="#NumCenters"><i>numCenters</i></a>, string <a href="#CovarType"><i>covarType</i></a>, string <a href="#Preprocessing"><i>preprocessing</i></a>, int <a href="#NumComponents"><i>numComponents</i></a>, int <a href="#RandSeed"><i>randSeed</i></a>)</code></p>
</div>
<div data-if="python" style="display:none;">
<p>
<code>def <b>create_class_gmm</b>(<a href="#NumDim"><i>num_dim</i></a>: int, <a href="#NumClasses"><i>num_classes</i></a>: int, <a href="#NumCenters"><i>num_centers</i></a>: MaybeSequence[int], <a href="#CovarType"><i>covar_type</i></a>: str, <a href="#Preprocessing"><i>preprocessing</i></a>: str, <a href="#NumComponents"><i>num_components</i></a>: int, <a href="#RandSeed"><i>rand_seed</i></a>: int) -&gt; HHandle</code></p>
</div>
<h2 id="sec_description">描述</h2>
<p><code><span data-if="hdevelop" style="display:inline">create_class_gmm</span><span data-if="c" style="display:none">create_class_gmm</span><span data-if="cpp" style="display:none">CreateClassGmm</span><span data-if="com" style="display:none">CreateClassGmm</span><span data-if="dotnet" style="display:none">CreateClassGmm</span><span data-if="python" style="display:none">create_class_gmm</span></code> creates a Gaussian Mixture Model (GMM) for
classification.  <a href="#NumDim"><i><code><span data-if="hdevelop" style="display:inline">NumDim</span><span data-if="c" style="display:none">NumDim</span><span data-if="cpp" style="display:none">NumDim</span><span data-if="com" style="display:none">NumDim</span><span data-if="dotnet" style="display:none">numDim</span><span data-if="python" style="display:none">num_dim</span></code></i></a> specifies the number of dimensions
of the feature space, <a href="#NumClasses"><i><code><span data-if="hdevelop" style="display:inline">NumClasses</span><span data-if="c" style="display:none">NumClasses</span><span data-if="cpp" style="display:none">NumClasses</span><span data-if="com" style="display:none">NumClasses</span><span data-if="dotnet" style="display:none">numClasses</span><span data-if="python" style="display:none">num_classes</span></code></i></a> specifies the number of
classes.  A GMM consists of <a href="#NumCenters"><i><code><span data-if="hdevelop" style="display:inline">NumCenters</span><span data-if="c" style="display:none">NumCenters</span><span data-if="cpp" style="display:none">NumCenters</span><span data-if="com" style="display:none">NumCenters</span><span data-if="dotnet" style="display:none">numCenters</span><span data-if="python" style="display:none">num_centers</span></code></i></a> <i>Gaussian
centers</i> per class.  <a href="#NumCenters"><i><code><span data-if="hdevelop" style="display:inline">NumCenters</span><span data-if="c" style="display:none">NumCenters</span><span data-if="cpp" style="display:none">NumCenters</span><span data-if="com" style="display:none">NumCenters</span><span data-if="dotnet" style="display:none">numCenters</span><span data-if="python" style="display:none">num_centers</span></code></i></a> can not only be the exact
number of centers to be used, but, depending on the number of
parameters, can specify upper and lower bounds for the number of
centers:
</p>
<dl class="generic">

<dt><b>exactly one parameter:</b></dt>
<dd><p>
 The parameter determines the exact
number of centers to be used for all classes.
</p></dd>

<dt><b>exactly two parameters:</b></dt>
<dd><p>
 The first parameter determines the
minimum number of centers, the second determines the maximum
number of centers for all classes.
</p></dd>

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<dd><p>

Alternatingly every first parameter determines the minimum number of
centers per class and every second parameters determines the maximum
number of centers per class.
</p></dd>
</dl>
<p>When upper and lower bounds are specified, the optimum number of
centers will be determined with the help of the Minimum Message
Length Criterion (MML). In general, we recommend to start the
training with (too) many centers as maximum and the
expected number of centers as minimum.
</p>
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  <g transform="matrix(1.600006,-0.000000,-0.000000,1.600006,1.011703 7.306244)" style="fill: rgb(0.000000%,0.000000%,0.000000%);">
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  </g>
  <g transform="matrix(1.600006,-0.000000,-0.000000,1.600006,16.287613 9.697296)" style="fill: rgb(0.000000%,0.000000%,0.000000%);">
    <use xlink:href="#GLYPHcmmi7_106"></use>
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</svg></span>, covariance matrix <span title="3" style="vertical-align:-0.394339em" class="math"><!-- Created by MetaPost 1.902 on 2023.05.15:2033 --><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="1.37323em" height="1.09359em" viewBox="0 0 21.971756 17.497498">
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    <g transform="scale(0.009963,0.009963)" id="GLYPHcmbx10_67">
      <path style="fill-rule: evenodd;" d="M766.000000 -669.000000C766.000000 -688.000000,766.000000 -697.000000,748.000000 -697.000000C739.000000 -697.000000,737.000000 -695.000000,729.000000 -688.000000L663.000000 -629.000000C601.000000 -679.000000,534.000000 -697.000000,466.000000 -697.000000C217.000000 -697.000000,64.000000 -548.000000,64.000000 -343.000000C64.000000 -138.000000,217.000000 11.000000,466.000000 11.000000C653.000000 11.000000,766.000000 -112.000000,766.000000 -227.000000C766.000000 -247.000000,759.000000 -248.000000,742.000000 -248.000000C729.000000 -248.000000,720.000000 -248.000000,719.000000 -231.000000C712.000000 -97.000000,591.000000 -36.000000,490.000000 -36.000000C412.000000 -36.000000,328.000000 -60.000000,276.000000 -121.000000C229.000000 -178.000000,217.000000 -253.000000,217.000000 -343.000000C217.000000 -399.000000,220.000000 -507.000000,283.000000 -573.000000C348.000000 -639.000000,435.000000 -650.000000,487.000000 -650.000000C595.000000 -650.000000,690.000000 -574.000000,712.000000 -447.000000C715.000000 -428.000000,716.000000 -426.000000,739.000000 -426.000000C765.000000 -426.000000,766.000000 -428.000000,766.000000 -454.000000"></path>
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  <g transform="matrix(1.600006,-0.000000,-0.000000,1.600006,0.030106 11.188080)" style="fill: rgb(0.000000%,0.000000%,0.000000%);">
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  <g transform="matrix(1.600006,-0.000000,-0.000000,1.600006,13.269196 13.579132)" style="fill: rgb(0.000000%,0.000000%,0.000000%);">
    <use xlink:href="#GLYPHcmmi7_106"></use>
  </g>
</svg></span>, and mixing
coefficient <span title="4" style="vertical-align:-0.392954em" class="math"><!-- Created by MetaPost 1.902 on 2023.05.15:2033 --><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="1.18539em" height="1.09082em" viewBox="0 0 18.966293 17.453186">
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  <defs>
    <g transform="scale(0.006974,0.006974)" id="GLYPHcmmi7_106">
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    <g transform="scale(0.009963,0.009963)" id="GLYPHcmmi10_80">
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  <g transform="matrix(1.600006,-0.000000,-0.000000,1.600006,0.532837 11.165924)" style="fill: rgb(0.000000%,0.000000%,0.000000%);">
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  </g>
  <g transform="matrix(1.600006,-0.000000,-0.000000,1.600006,10.766647 13.556976)" style="fill: rgb(0.000000%,0.000000%,0.000000%);">
    <use xlink:href="#GLYPHcmmi7_106"></use>
  </g>
</svg></span>.  These parameters are calculated from
the training data by means of the Expectation Maximization (EM)
algorithm.  A GMM can approximate an arbitrary probability density,
provided that enough centers are being used. The covariance matrices
<span title="5" style="vertical-align:-0.394339em" class="math"><!-- Created by MetaPost 1.902 on 2023.05.15:2033 --><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="1.37323em" height="1.09359em" viewBox="0 0 21.971756 17.497498">
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  <defs>
    <g transform="scale(0.006974,0.006974)" id="GLYPHcmmi7_106">
      <path style="fill-rule: evenodd;" d="M439.000000 -625.000000C439.000000 -642.000000,426.000000 -663.000000,399.000000 -663.000000C370.000000 -663.000000,343.000000 -635.000000,343.000000 -608.000000C343.000000 -592.000000,355.000000 -570.000000,383.000000 -570.000000C410.000000 -570.000000,439.000000 -596.000000,439.000000 -625.000000M227.000000 49.000000C210.000000 118.000000,157.000000 176.000000,98.000000 176.000000C85.000000 176.000000,73.000000 174.000000,62.000000 170.000000C88.000000 158.000000,96.000000 134.000000,96.000000 119.000000C96.000000 95.000000,77.000000 82.000000,57.000000 82.000000C26.000000 82.000000,0.000000 109.000000,0.000000 141.000000C0.000000 179.000000,39.000000 204.000000,99.000000 204.000000C159.000000 204.000000,276.000000 168.000000,307.000000 46.000000L397.000000 -312.000000C400.000000 -323.000000,402.000000 -332.000000,402.000000 -347.000000C402.000000 -402.000000,355.000000 -441.000000,295.000000 -441.000000C184.000000 -441.000000,120.000000 -302.000000,120.000000 -288.000000C120.000000 -275.000000,134.000000 -275.000000,137.000000 -275.000000C149.000000 -275.000000,150.000000 -278.000000,157.000000 -293.000000C182.000000 -351.000000,234.000000 -413.000000,292.000000 -413.000000C317.000000 -413.000000,326.000000 -396.000000,326.000000 -364.000000C326.000000 -353.000000,324.000000 -339.000000,323.000000 -334.000000"></path>
    </g>
    <g transform="scale(0.009963,0.009963)" id="GLYPHcmbx10_67">
      <path style="fill-rule: evenodd;" d="M766.000000 -669.000000C766.000000 -688.000000,766.000000 -697.000000,748.000000 -697.000000C739.000000 -697.000000,737.000000 -695.000000,729.000000 -688.000000L663.000000 -629.000000C601.000000 -679.000000,534.000000 -697.000000,466.000000 -697.000000C217.000000 -697.000000,64.000000 -548.000000,64.000000 -343.000000C64.000000 -138.000000,217.000000 11.000000,466.000000 11.000000C653.000000 11.000000,766.000000 -112.000000,766.000000 -227.000000C766.000000 -247.000000,759.000000 -248.000000,742.000000 -248.000000C729.000000 -248.000000,720.000000 -248.000000,719.000000 -231.000000C712.000000 -97.000000,591.000000 -36.000000,490.000000 -36.000000C412.000000 -36.000000,328.000000 -60.000000,276.000000 -121.000000C229.000000 -178.000000,217.000000 -253.000000,217.000000 -343.000000C217.000000 -399.000000,220.000000 -507.000000,283.000000 -573.000000C348.000000 -639.000000,435.000000 -650.000000,487.000000 -650.000000C595.000000 -650.000000,690.000000 -574.000000,712.000000 -447.000000C715.000000 -428.000000,716.000000 -426.000000,739.000000 -426.000000C765.000000 -426.000000,766.000000 -428.000000,766.000000 -454.000000"></path>
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  </defs>
  <g transform="matrix(1.600006,-0.000000,-0.000000,1.600006,0.030106 11.188080)" style="fill: rgb(0.000000%,0.000000%,0.000000%);">
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  </g>
  <g transform="matrix(1.600006,-0.000000,-0.000000,1.600006,13.269196 13.579132)" style="fill: rgb(0.000000%,0.000000%,0.000000%);">
    <use xlink:href="#GLYPHcmmi7_106"></use>
  </g>
</svg></span> have the dimensions <a href="#NumDim"><i><code><span data-if="hdevelop" style="display:inline">NumDim</span><span data-if="c" style="display:none">NumDim</span><span data-if="cpp" style="display:none">NumDim</span><span data-if="com" style="display:none">NumDim</span><span data-if="dotnet" style="display:none">numDim</span><span data-if="python" style="display:none">num_dim</span></code></i></a>
x <a href="#NumDim"><i><code><span data-if="hdevelop" style="display:inline">NumDim</span><span data-if="c" style="display:none">NumDim</span><span data-if="cpp" style="display:none">NumDim</span><span data-if="com" style="display:none">NumDim</span><span data-if="dotnet" style="display:none">numDim</span><span data-if="python" style="display:none">num_dim</span></code></i></a> (<a href="#NumComponents"><i><code><span data-if="hdevelop" style="display:inline">NumComponents</span><span data-if="c" style="display:none">NumComponents</span><span data-if="cpp" style="display:none">NumComponents</span><span data-if="com" style="display:none">NumComponents</span><span data-if="dotnet" style="display:none">numComponents</span><span data-if="python" style="display:none">num_components</span></code></i></a>
x <a href="#NumComponents"><i><code><span data-if="hdevelop" style="display:inline">NumComponents</span><span data-if="c" style="display:none">NumComponents</span><span data-if="cpp" style="display:none">NumComponents</span><span data-if="com" style="display:none">NumComponents</span><span data-if="dotnet" style="display:none">numComponents</span><span data-if="python" style="display:none">num_components</span></code></i></a> if preprocessing is used) and
are symmetric.  Further constraints can be given by
<a href="#CovarType"><i><code><span data-if="hdevelop" style="display:inline">CovarType</span><span data-if="c" style="display:none">CovarType</span><span data-if="cpp" style="display:none">CovarType</span><span data-if="com" style="display:none">CovarType</span><span data-if="dotnet" style="display:none">covarType</span><span data-if="python" style="display:none">covar_type</span></code></i></a>:
</p>
<p>For <a href="#CovarType"><i><code><span data-if="hdevelop" style="display:inline">CovarType</span><span data-if="c" style="display:none">CovarType</span><span data-if="cpp" style="display:none">CovarType</span><span data-if="com" style="display:none">CovarType</span><span data-if="dotnet" style="display:none">covarType</span><span data-if="python" style="display:none">covar_type</span></code></i></a> = <i><span data-if="hdevelop" style="display:inline">'spherical'</span><span data-if="c" style="display:none">"spherical"</span><span data-if="cpp" style="display:none">"spherical"</span><span data-if="com" style="display:none">"spherical"</span><span data-if="dotnet" style="display:none">"spherical"</span><span data-if="python" style="display:none">"spherical"</span></i>, <span title="6" style="vertical-align:-0.394339em" class="math"><!-- Created by MetaPost 1.902 on 2023.05.15:2033 --><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="1.37323em" height="1.09359em" viewBox="0 0 21.971756 17.497498">
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    <g transform="scale(0.009963,0.009963)" id="GLYPHcmbx10_67">
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  <g transform="matrix(1.600006,-0.000000,-0.000000,1.600006,0.030106 11.188080)" style="fill: rgb(0.000000%,0.000000%,0.000000%);">
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  <g transform="matrix(1.600006,-0.000000,-0.000000,1.600006,13.269196 13.579132)" style="fill: rgb(0.000000%,0.000000%,0.000000%);">
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</svg></span> is a scalar multiple of the identity matrix
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</p>
<p>For <a href="#CovarType"><i><code><span data-if="hdevelop" style="display:inline">CovarType</span><span data-if="c" style="display:none">CovarType</span><span data-if="cpp" style="display:none">CovarType</span><span data-if="com" style="display:none">CovarType</span><span data-if="dotnet" style="display:none">covarType</span><span data-if="python" style="display:none">covar_type</span></code></i></a> = <i><span data-if="hdevelop" style="display:inline">'diag'</span><span data-if="c" style="display:none">"diag"</span><span data-if="cpp" style="display:none">"diag"</span><span data-if="com" style="display:none">"diag"</span><span data-if="dotnet" style="display:none">"diag"</span><span data-if="python" style="display:none">"diag"</span></i>, <span title="10" style="vertical-align:-0.394339em" class="math"><!-- Created by MetaPost 1.902 on 2023.05.15:2033 --><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="1.37323em" height="1.09359em" viewBox="0 0 21.971756 17.497498">
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is a diagonal matrix
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<p>For <a href="#CovarType"><i><code><span data-if="hdevelop" style="display:inline">CovarType</span><span data-if="c" style="display:none">CovarType</span><span data-if="cpp" style="display:none">CovarType</span><span data-if="com" style="display:none">CovarType</span><span data-if="dotnet" style="display:none">covarType</span><span data-if="python" style="display:none">covar_type</span></code></i></a> = <i><span data-if="hdevelop" style="display:inline">'full'</span><span data-if="c" style="display:none">"full"</span><span data-if="cpp" style="display:none">"full"</span><span data-if="com" style="display:none">"full"</span><span data-if="dotnet" style="display:none">"full"</span><span data-if="python" style="display:none">"full"</span></i>, <span title="14" style="vertical-align:-0.394339em" class="math"><!-- Created by MetaPost 1.902 on 2023.05.15:2033 --><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="1.37323em" height="1.09359em" viewBox="0 0 21.971756 17.497498">
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is a positive definite matrix.  The center density function
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</p>
<p>The complexity of the calculations increases from <a href="#CovarType"><i><code><span data-if="hdevelop" style="display:inline">CovarType</span><span data-if="c" style="display:none">CovarType</span><span data-if="cpp" style="display:none">CovarType</span><span data-if="com" style="display:none">CovarType</span><span data-if="dotnet" style="display:none">covarType</span><span data-if="python" style="display:none">covar_type</span></code></i></a>
= <i><span data-if="hdevelop" style="display:inline">'spherical'</span><span data-if="c" style="display:none">"spherical"</span><span data-if="cpp" style="display:none">"spherical"</span><span data-if="com" style="display:none">"spherical"</span><span data-if="dotnet" style="display:none">"spherical"</span><span data-if="python" style="display:none">"spherical"</span></i> over <a href="#CovarType"><i><code><span data-if="hdevelop" style="display:inline">CovarType</span><span data-if="c" style="display:none">CovarType</span><span data-if="cpp" style="display:none">CovarType</span><span data-if="com" style="display:none">CovarType</span><span data-if="dotnet" style="display:none">covarType</span><span data-if="python" style="display:none">covar_type</span></code></i></a> = <i><span data-if="hdevelop" style="display:inline">'diag'</span><span data-if="c" style="display:none">"diag"</span><span data-if="cpp" style="display:none">"diag"</span><span data-if="com" style="display:none">"diag"</span><span data-if="dotnet" style="display:none">"diag"</span><span data-if="python" style="display:none">"diag"</span></i>
to <a href="#CovarType"><i><code><span data-if="hdevelop" style="display:inline">CovarType</span><span data-if="c" style="display:none">CovarType</span><span data-if="cpp" style="display:none">CovarType</span><span data-if="com" style="display:none">CovarType</span><span data-if="dotnet" style="display:none">covarType</span><span data-if="python" style="display:none">covar_type</span></code></i></a> = <i><span data-if="hdevelop" style="display:inline">'full'</span><span data-if="c" style="display:none">"full"</span><span data-if="cpp" style="display:none">"full"</span><span data-if="com" style="display:none">"full"</span><span data-if="dotnet" style="display:none">"full"</span><span data-if="python" style="display:none">"full"</span></i>. At the same time the
flexibility of the centers increases. In general,
<i><span data-if="hdevelop" style="display:inline">'spherical'</span><span data-if="c" style="display:none">"spherical"</span><span data-if="cpp" style="display:none">"spherical"</span><span data-if="com" style="display:none">"spherical"</span><span data-if="dotnet" style="display:none">"spherical"</span><span data-if="python" style="display:none">"spherical"</span></i> therefore needs higher values for
<a href="#NumCenters"><i><code><span data-if="hdevelop" style="display:inline">NumCenters</span><span data-if="c" style="display:none">NumCenters</span><span data-if="cpp" style="display:none">NumCenters</span><span data-if="com" style="display:none">NumCenters</span><span data-if="dotnet" style="display:none">numCenters</span><span data-if="python" style="display:none">num_centers</span></code></i></a> than <i><span data-if="hdevelop" style="display:inline">'full'</span><span data-if="c" style="display:none">"full"</span><span data-if="cpp" style="display:none">"full"</span><span data-if="com" style="display:none">"full"</span><span data-if="dotnet" style="display:none">"full"</span><span data-if="python" style="display:none">"full"</span></i>.
</p>
<p>The procedure to use GMM is as follows: First, a GMM is created by
<code><span data-if="hdevelop" style="display:inline">create_class_gmm</span><span data-if="c" style="display:none">create_class_gmm</span><span data-if="cpp" style="display:none">CreateClassGmm</span><span data-if="com" style="display:none">CreateClassGmm</span><span data-if="dotnet" style="display:none">CreateClassGmm</span><span data-if="python" style="display:none">create_class_gmm</span></code>.  Then, training vectors are added by
<a href="add_sample_class_gmm.html"><code><span data-if="hdevelop" style="display:inline">add_sample_class_gmm</span><span data-if="c" style="display:none">add_sample_class_gmm</span><span data-if="cpp" style="display:none">AddSampleClassGmm</span><span data-if="com" style="display:none">AddSampleClassGmm</span><span data-if="dotnet" style="display:none">AddSampleClassGmm</span><span data-if="python" style="display:none">add_sample_class_gmm</span></code></a>, afterwards they can be written to disk
with <a href="write_samples_class_gmm.html"><code><span data-if="hdevelop" style="display:inline">write_samples_class_gmm</span><span data-if="c" style="display:none">write_samples_class_gmm</span><span data-if="cpp" style="display:none">WriteSamplesClassGmm</span><span data-if="com" style="display:none">WriteSamplesClassGmm</span><span data-if="dotnet" style="display:none">WriteSamplesClassGmm</span><span data-if="python" style="display:none">write_samples_class_gmm</span></code></a>. With <a href="train_class_gmm.html"><code><span data-if="hdevelop" style="display:inline">train_class_gmm</span><span data-if="c" style="display:none">train_class_gmm</span><span data-if="cpp" style="display:none">TrainClassGmm</span><span data-if="com" style="display:none">TrainClassGmm</span><span data-if="dotnet" style="display:none">TrainClassGmm</span><span data-if="python" style="display:none">train_class_gmm</span></code></a>
the classifier center parameters (defined above) are determined.
Furthermore, they can be saved with <a href="write_class_gmm.html"><code><span data-if="hdevelop" style="display:inline">write_class_gmm</span><span data-if="c" style="display:none">write_class_gmm</span><span data-if="cpp" style="display:none">WriteClassGmm</span><span data-if="com" style="display:none">WriteClassGmm</span><span data-if="dotnet" style="display:none">WriteClassGmm</span><span data-if="python" style="display:none">write_class_gmm</span></code></a> for
later classifications.
</p>
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density function p(x) can be calculated by:
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</p>
<p>The probability density function p(x) can be
evaluated with <a href="evaluate_class_gmm.html"><code><span data-if="hdevelop" style="display:inline">evaluate_class_gmm</span><span data-if="c" style="display:none">evaluate_class_gmm</span><span data-if="cpp" style="display:none">EvaluateClassGmm</span><span data-if="com" style="display:none">EvaluateClassGmm</span><span data-if="dotnet" style="display:none">EvaluateClassGmm</span><span data-if="python" style="display:none">evaluate_class_gmm</span></code></a> for a feature
vector x. <a href="classify_class_gmm.html"><code><span data-if="hdevelop" style="display:inline">classify_class_gmm</span><span data-if="c" style="display:none">classify_class_gmm</span><span data-if="cpp" style="display:none">ClassifyClassGmm</span><span data-if="com" style="display:none">ClassifyClassGmm</span><span data-if="dotnet" style="display:none">ClassifyClassGmm</span><span data-if="python" style="display:none">classify_class_gmm</span></code></a> sorts the
p(x) and therefore discovers the most probable
class of the feature vector.
</p>
<p>The parameters <a href="#Preprocessing"><i><code><span data-if="hdevelop" style="display:inline">Preprocessing</span><span data-if="c" style="display:none">Preprocessing</span><span data-if="cpp" style="display:none">Preprocessing</span><span data-if="com" style="display:none">Preprocessing</span><span data-if="dotnet" style="display:none">preprocessing</span><span data-if="python" style="display:none">preprocessing</span></code></i></a> and <a href="#NumComponents"><i><code><span data-if="hdevelop" style="display:inline">NumComponents</span><span data-if="c" style="display:none">NumComponents</span><span data-if="cpp" style="display:none">NumComponents</span><span data-if="com" style="display:none">NumComponents</span><span data-if="dotnet" style="display:none">numComponents</span><span data-if="python" style="display:none">num_components</span></code></i></a> can
be used to preprocess the training data and reduce its dimensions.
These parameters are explained in the description of 该算子
<a href="create_class_mlp.html"><code><span data-if="hdevelop" style="display:inline">create_class_mlp</span><span data-if="c" style="display:none">create_class_mlp</span><span data-if="cpp" style="display:none">CreateClassMlp</span><span data-if="com" style="display:none">CreateClassMlp</span><span data-if="dotnet" style="display:none">CreateClassMlp</span><span data-if="python" style="display:none">create_class_mlp</span></code></a>.
</p>
<p><code><span data-if="hdevelop" style="display:inline">create_class_gmm</span><span data-if="c" style="display:none">create_class_gmm</span><span data-if="cpp" style="display:none">CreateClassGmm</span><span data-if="com" style="display:none">CreateClassGmm</span><span data-if="dotnet" style="display:none">CreateClassGmm</span><span data-if="python" style="display:none">create_class_gmm</span></code> initializes the coordinates of the centers
with random numbers.  To ensure that the results of training the
classifier with <a href="train_class_gmm.html"><code><span data-if="hdevelop" style="display:inline">train_class_gmm</span><span data-if="c" style="display:none">train_class_gmm</span><span data-if="cpp" style="display:none">TrainClassGmm</span><span data-if="com" style="display:none">TrainClassGmm</span><span data-if="dotnet" style="display:none">TrainClassGmm</span><span data-if="python" style="display:none">train_class_gmm</span></code></a> are reproducible, the seed
value of the random number generator is passed in
<a href="#RandSeed"><i><code><span data-if="hdevelop" style="display:inline">RandSeed</span><span data-if="c" style="display:none">RandSeed</span><span data-if="cpp" style="display:none">RandSeed</span><span data-if="com" style="display:none">RandSeed</span><span data-if="dotnet" style="display:none">randSeed</span><span data-if="python" style="display:none">rand_seed</span></code></i></a>.</p>
<h2 id="sec_execution">运行信息</h2>
<ul>
  <li>多线程类型:可重入(与非独占操作符并行运行)。</li>
<li>多线程作用域:全局(可以从任何线程调用)。</li>
  <li>未经并行化处理。</li>
</ul>
<p>This operator returns a handle. Note that the state of an instance of this handle type may be changed by specific operators even though the handle is used as an input parameter by those operators.</p>
<h2 id="sec_parameters">参数表</h2>
  <div class="par">
<div class="parhead">
<span id="NumDim" class="parname"><b><code><span data-if="hdevelop" style="display:inline">NumDim</span><span data-if="c" style="display:none">NumDim</span><span data-if="cpp" style="display:none">NumDim</span><span data-if="com" style="display:none">NumDim</span><span data-if="dotnet" style="display:none">numDim</span><span data-if="python" style="display:none">num_dim</span></code></b> (input_control)  </span><span>integer <code>→</code> <span data-if="dotnet" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="python" style="display:none">int</span><span data-if="cpp" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="c" style="display:none">Htuple</span><span data-if="hdevelop" style="display:inline"> (integer)</span><span data-if="dotnet" style="display:none"> (<i>int</i> / </span><span data-if="dotnet" style="display:none">long)</span><span data-if="cpp" style="display:none"> (<i>Hlong</i>)</span><span data-if="c" style="display:none"> (<i>Hlong</i>)</span></span>
</div>
<p class="pardesc">Number of dimensions of the feature space.</p>
<p class="pardesc"><span class="parcat">Default:
      </span>3</p>
<p class="pardesc"><span class="parcat">Suggested values:
      </span>1, 2, 3, 4, 5, 8, 10, 15, 20, 30, 40, 50, 60, 70, 80, 90, 100</p>
<p class="pardesc"><span class="parcat">Restriction:
      </span><code>NumDim &gt;= 1</code></p>
</div>
  <div class="par">
<div class="parhead">
<span id="NumClasses" class="parname"><b><code><span data-if="hdevelop" style="display:inline">NumClasses</span><span data-if="c" style="display:none">NumClasses</span><span data-if="cpp" style="display:none">NumClasses</span><span data-if="com" style="display:none">NumClasses</span><span data-if="dotnet" style="display:none">numClasses</span><span data-if="python" style="display:none">num_classes</span></code></b> (input_control)  </span><span>integer <code>→</code> <span data-if="dotnet" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="python" style="display:none">int</span><span data-if="cpp" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="c" style="display:none">Htuple</span><span data-if="hdevelop" style="display:inline"> (integer)</span><span data-if="dotnet" style="display:none"> (<i>int</i> / </span><span data-if="dotnet" style="display:none">long)</span><span data-if="cpp" style="display:none"> (<i>Hlong</i>)</span><span data-if="c" style="display:none"> (<i>Hlong</i>)</span></span>
</div>
<p class="pardesc">Number of classes of the GMM.</p>
<p class="pardesc"><span class="parcat">Default:
      </span>5</p>
<p class="pardesc"><span class="parcat">Suggested values:
      </span>1, 2, 3, 4, 5, 6, 7, 8, 9, 10</p>
<p class="pardesc"><span class="parcat">Restriction:
      </span><code>NumClasses &gt;= 1</code></p>
</div>
  <div class="par">
<div class="parhead">
<span id="NumCenters" class="parname"><b><code><span data-if="hdevelop" style="display:inline">NumCenters</span><span data-if="c" style="display:none">NumCenters</span><span data-if="cpp" style="display:none">NumCenters</span><span data-if="com" style="display:none">NumCenters</span><span data-if="dotnet" style="display:none">numCenters</span><span data-if="python" style="display:none">num_centers</span></code></b> (input_control)  </span><span>integer(-array) <code>→</code> <span data-if="dotnet" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="python" style="display:none">MaybeSequence[int]</span><span data-if="cpp" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="c" style="display:none">Htuple</span><span data-if="hdevelop" style="display:inline"> (integer)</span><span data-if="dotnet" style="display:none"> (<i>int</i> / </span><span data-if="dotnet" style="display:none">long)</span><span data-if="cpp" style="display:none"> (<i>Hlong</i>)</span><span data-if="c" style="display:none"> (<i>Hlong</i>)</span></span>
</div>
<p class="pardesc">Number of centers per class.</p>
<p class="pardesc"><span class="parcat">Default:
      </span>1</p>
<p class="pardesc"><span class="parcat">Suggested values:
      </span>1, 2, 3, 4, 5, 8, 10, 15, 20, 30</p>
<p class="pardesc"><span class="parcat">Restriction:
      </span><code>NumClasses &gt;= 1</code></p>
</div>
  <div class="par">
<div class="parhead">
<span id="CovarType" class="parname"><b><code><span data-if="hdevelop" style="display:inline">CovarType</span><span data-if="c" style="display:none">CovarType</span><span data-if="cpp" style="display:none">CovarType</span><span data-if="com" style="display:none">CovarType</span><span data-if="dotnet" style="display:none">covarType</span><span data-if="python" style="display:none">covar_type</span></code></b> (input_control)  </span><span>string <code>→</code> <span data-if="dotnet" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="python" style="display:none">str</span><span data-if="cpp" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="c" style="display:none">Htuple</span><span data-if="hdevelop" style="display:inline"> (string)</span><span data-if="dotnet" style="display:none"> (<i>string</i>)</span><span data-if="cpp" style="display:none"> (<i>HString</i>)</span><span data-if="c" style="display:none"> (<i>char*</i>)</span></span>
</div>
<p class="pardesc">Type of the covariance matrices.</p>
<p class="pardesc"><span class="parcat">Default:
      </span>
    <span data-if="hdevelop" style="display:inline">'spherical'</span>
    <span data-if="c" style="display:none">"spherical"</span>
    <span data-if="cpp" style="display:none">"spherical"</span>
    <span data-if="com" style="display:none">"spherical"</span>
    <span data-if="dotnet" style="display:none">"spherical"</span>
    <span data-if="python" style="display:none">"spherical"</span>
</p>
<p class="pardesc"><span class="parcat">List of values:
      </span><span data-if="hdevelop" style="display:inline">'diag'</span><span data-if="c" style="display:none">"diag"</span><span data-if="cpp" style="display:none">"diag"</span><span data-if="com" style="display:none">"diag"</span><span data-if="dotnet" style="display:none">"diag"</span><span data-if="python" style="display:none">"diag"</span>, <span data-if="hdevelop" style="display:inline">'full'</span><span data-if="c" style="display:none">"full"</span><span data-if="cpp" style="display:none">"full"</span><span data-if="com" style="display:none">"full"</span><span data-if="dotnet" style="display:none">"full"</span><span data-if="python" style="display:none">"full"</span>, <span data-if="hdevelop" style="display:inline">'spherical'</span><span data-if="c" style="display:none">"spherical"</span><span data-if="cpp" style="display:none">"spherical"</span><span data-if="com" style="display:none">"spherical"</span><span data-if="dotnet" style="display:none">"spherical"</span><span data-if="python" style="display:none">"spherical"</span></p>
</div>
  <div class="par">
<div class="parhead">
<span id="Preprocessing" class="parname"><b><code><span data-if="hdevelop" style="display:inline">Preprocessing</span><span data-if="c" style="display:none">Preprocessing</span><span data-if="cpp" style="display:none">Preprocessing</span><span data-if="com" style="display:none">Preprocessing</span><span data-if="dotnet" style="display:none">preprocessing</span><span data-if="python" style="display:none">preprocessing</span></code></b> (input_control)  </span><span>string <code>→</code> <span data-if="dotnet" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="python" style="display:none">str</span><span data-if="cpp" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="c" style="display:none">Htuple</span><span data-if="hdevelop" style="display:inline"> (string)</span><span data-if="dotnet" style="display:none"> (<i>string</i>)</span><span data-if="cpp" style="display:none"> (<i>HString</i>)</span><span data-if="c" style="display:none"> (<i>char*</i>)</span></span>
</div>
<p class="pardesc">Type of preprocessing used to transform the
feature vectors.</p>
<p class="pardesc"><span class="parcat">Default:
      </span>
    <span data-if="hdevelop" style="display:inline">'normalization'</span>
    <span data-if="c" style="display:none">"normalization"</span>
    <span data-if="cpp" style="display:none">"normalization"</span>
    <span data-if="com" style="display:none">"normalization"</span>
    <span data-if="dotnet" style="display:none">"normalization"</span>
    <span data-if="python" style="display:none">"normalization"</span>
</p>
<p class="pardesc"><span class="parcat">List of values:
      </span><span data-if="hdevelop" style="display:inline">'canonical_variates'</span><span data-if="c" style="display:none">"canonical_variates"</span><span data-if="cpp" style="display:none">"canonical_variates"</span><span data-if="com" style="display:none">"canonical_variates"</span><span data-if="dotnet" style="display:none">"canonical_variates"</span><span data-if="python" style="display:none">"canonical_variates"</span>, <span data-if="hdevelop" style="display:inline">'none'</span><span data-if="c" style="display:none">"none"</span><span data-if="cpp" style="display:none">"none"</span><span data-if="com" style="display:none">"none"</span><span data-if="dotnet" style="display:none">"none"</span><span data-if="python" style="display:none">"none"</span>, <span data-if="hdevelop" style="display:inline">'normalization'</span><span data-if="c" style="display:none">"normalization"</span><span data-if="cpp" style="display:none">"normalization"</span><span data-if="com" style="display:none">"normalization"</span><span data-if="dotnet" style="display:none">"normalization"</span><span data-if="python" style="display:none">"normalization"</span>, <span data-if="hdevelop" style="display:inline">'principal_components'</span><span data-if="c" style="display:none">"principal_components"</span><span data-if="cpp" style="display:none">"principal_components"</span><span data-if="com" style="display:none">"principal_components"</span><span data-if="dotnet" style="display:none">"principal_components"</span><span data-if="python" style="display:none">"principal_components"</span></p>
</div>
  <div class="par">
<div class="parhead">
<span id="NumComponents" class="parname"><b><code><span data-if="hdevelop" style="display:inline">NumComponents</span><span data-if="c" style="display:none">NumComponents</span><span data-if="cpp" style="display:none">NumComponents</span><span data-if="com" style="display:none">NumComponents</span><span data-if="dotnet" style="display:none">numComponents</span><span data-if="python" style="display:none">num_components</span></code></b> (input_control)  </span><span>integer <code>→</code> <span data-if="dotnet" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="python" style="display:none">int</span><span data-if="cpp" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="c" style="display:none">Htuple</span><span data-if="hdevelop" style="display:inline"> (integer)</span><span data-if="dotnet" style="display:none"> (<i>int</i> / </span><span data-if="dotnet" style="display:none">long)</span><span data-if="cpp" style="display:none"> (<i>Hlong</i>)</span><span data-if="c" style="display:none"> (<i>Hlong</i>)</span></span>
</div>
<p class="pardesc">Preprocessing parameter: Number of transformed
features (ignored for <a href="#Preprocessing"><i><code><span data-if="hdevelop" style="display:inline">Preprocessing</span><span data-if="c" style="display:none">Preprocessing</span><span data-if="cpp" style="display:none">Preprocessing</span><span data-if="com" style="display:none">Preprocessing</span><span data-if="dotnet" style="display:none">preprocessing</span><span data-if="python" style="display:none">preprocessing</span></code></i></a>
= <i><span data-if="hdevelop" style="display:inline">'none'</span><span data-if="c" style="display:none">"none"</span><span data-if="cpp" style="display:none">"none"</span><span data-if="com" style="display:none">"none"</span><span data-if="dotnet" style="display:none">"none"</span><span data-if="python" style="display:none">"none"</span></i> and <a href="#Preprocessing"><i><code><span data-if="hdevelop" style="display:inline">Preprocessing</span><span data-if="c" style="display:none">Preprocessing</span><span data-if="cpp" style="display:none">Preprocessing</span><span data-if="com" style="display:none">Preprocessing</span><span data-if="dotnet" style="display:none">preprocessing</span><span data-if="python" style="display:none">preprocessing</span></code></i></a>
= <i><span data-if="hdevelop" style="display:inline">'normalization'</span><span data-if="c" style="display:none">"normalization"</span><span data-if="cpp" style="display:none">"normalization"</span><span data-if="com" style="display:none">"normalization"</span><span data-if="dotnet" style="display:none">"normalization"</span><span data-if="python" style="display:none">"normalization"</span></i>).</p>
<p class="pardesc"><span class="parcat">Default:
      </span>10</p>
<p class="pardesc"><span class="parcat">Suggested values:
      </span>1, 2, 3, 4, 5, 8, 10, 15, 20, 30, 40, 50, 60, 70, 80, 90, 100</p>
<p class="pardesc"><span class="parcat">Restriction:
      </span><code>NumComponents &gt;= 1</code></p>
</div>
  <div class="par">
<div class="parhead">
<span id="RandSeed" class="parname"><b><code><span data-if="hdevelop" style="display:inline">RandSeed</span><span data-if="c" style="display:none">RandSeed</span><span data-if="cpp" style="display:none">RandSeed</span><span data-if="com" style="display:none">RandSeed</span><span data-if="dotnet" style="display:none">randSeed</span><span data-if="python" style="display:none">rand_seed</span></code></b> (input_control)  </span><span>integer <code>→</code> <span data-if="dotnet" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="python" style="display:none">int</span><span data-if="cpp" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="c" style="display:none">Htuple</span><span data-if="hdevelop" style="display:inline"> (integer)</span><span data-if="dotnet" style="display:none"> (<i>int</i> / </span><span data-if="dotnet" style="display:none">long)</span><span data-if="cpp" style="display:none"> (<i>Hlong</i>)</span><span data-if="c" style="display:none"> (<i>Hlong</i>)</span></span>
</div>
<p class="pardesc">Seed value of the random number generator that
is used to initialize the GMM with random
values.</p>
<p class="pardesc"><span class="parcat">Default:
      </span>42</p>
</div>
  <div class="par">
<div class="parhead">
<span id="GMMHandle" class="parname"><b><code><span data-if="hdevelop" style="display:inline">GMMHandle</span><span data-if="c" style="display:none">GMMHandle</span><span data-if="cpp" style="display:none">GMMHandle</span><span data-if="com" style="display:none">GMMHandle</span><span data-if="dotnet" style="display:none">GMMHandle</span><span data-if="python" style="display:none">gmmhandle</span></code></b> (output_control)  </span><span>class_gmm <code>→</code> <span data-if="dotnet" style="display:none"><a href="HClassGmm.html">HClassGmm</a>, </span><span data-if="dotnet" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="python" style="display:none">HHandle</span><span data-if="cpp" style="display:none"><a href="HTuple.html">HTuple</a></span><span data-if="c" style="display:none">Htuple</span><span data-if="hdevelop" style="display:inline"> (handle)</span><span data-if="dotnet" style="display:none"> (<i>IntPtr</i>)</span><span data-if="cpp" style="display:none"> (<i>HHandle</i>)</span><span data-if="c" style="display:none"> (<i>handle</i>)</span></span>
</div>
<p class="pardesc">GMM handle.</p>
</div>
<h2 id="sec_example_all">例程 (HDevelop)</h2>
<pre class="example">
* Classification with Gaussian Mixture Models
create_class_gmm (NumDim , NumClasses, [1,5], 'full', 'none',\
                  NumComponents, 42, GMMHandle)
* Add the training data
for J := 0 to NumData-1 by 1
    * Features := [...]
    * ClassID := [...]
    add_sample_class_gmm (GMMHandle, Features, ClassID, Randomize)
endfor
* Train the GMM
train_class_gmm (GMMHandle, 100, 0.001, 'training', 0.0001, Centers, Iter)
* Classify unknown data in 'Features'
classify_class_gmm (GMMHandle, Features, 1, ID, Prob, Density, KSigmaProb)
</pre>
<h2 id="sec_result">结果</h2>
<p>如果参数均有效，算子 <code><span data-if="hdevelop" style="display:inline">create_class_gmm</span><span data-if="c" style="display:none">create_class_gmm</span><span data-if="cpp" style="display:none">CreateClassGmm</span><span data-if="com" style="display:none">CreateClassGmm</span><span data-if="dotnet" style="display:none">CreateClassGmm</span><span data-if="python" style="display:none">create_class_gmm</span></code>
返回值 <TT>2</TT> (
      <TT>H_MSG_TRUE</TT>)
    .  If necessary an exception is
raised.</p>
<h2 id="sec_successors">可能的后置算子</h2>
<p>
<code><a href="add_sample_class_gmm.html"><span data-if="hdevelop" style="display:inline">add_sample_class_gmm</span><span data-if="c" style="display:none">add_sample_class_gmm</span><span data-if="cpp" style="display:none">AddSampleClassGmm</span><span data-if="com" style="display:none">AddSampleClassGmm</span><span data-if="dotnet" style="display:none">AddSampleClassGmm</span><span data-if="python" style="display:none">add_sample_class_gmm</span></a></code>, 
<code><a href="add_samples_image_class_gmm.html"><span data-if="hdevelop" style="display:inline">add_samples_image_class_gmm</span><span data-if="c" style="display:none">add_samples_image_class_gmm</span><span data-if="cpp" style="display:none">AddSamplesImageClassGmm</span><span data-if="com" style="display:none">AddSamplesImageClassGmm</span><span data-if="dotnet" style="display:none">AddSamplesImageClassGmm</span><span data-if="python" style="display:none">add_samples_image_class_gmm</span></a></code>
</p>
<h2 id="sec_alternatives">可替代算子</h2>
<p>
<code><a href="create_class_mlp.html"><span data-if="hdevelop" style="display:inline">create_class_mlp</span><span data-if="c" style="display:none">create_class_mlp</span><span data-if="cpp" style="display:none">CreateClassMlp</span><span data-if="com" style="display:none">CreateClassMlp</span><span data-if="dotnet" style="display:none">CreateClassMlp</span><span data-if="python" style="display:none">create_class_mlp</span></a></code>, 
<code><a href="create_class_svm.html"><span data-if="hdevelop" style="display:inline">create_class_svm</span><span data-if="c" style="display:none">create_class_svm</span><span data-if="cpp" style="display:none">CreateClassSvm</span><span data-if="com" style="display:none">CreateClassSvm</span><span data-if="dotnet" style="display:none">CreateClassSvm</span><span data-if="python" style="display:none">create_class_svm</span></a></code>
</p>
<h2 id="sec_see">参考其它</h2>
<p>
<code><a href="clear_class_gmm.html"><span data-if="hdevelop" style="display:inline">clear_class_gmm</span><span data-if="c" style="display:none">clear_class_gmm</span><span data-if="cpp" style="display:none">ClearClassGmm</span><span data-if="com" style="display:none">ClearClassGmm</span><span data-if="dotnet" style="display:none">ClearClassGmm</span><span data-if="python" style="display:none">clear_class_gmm</span></a></code>, 
<code><a href="train_class_gmm.html"><span data-if="hdevelop" style="display:inline">train_class_gmm</span><span data-if="c" style="display:none">train_class_gmm</span><span data-if="cpp" style="display:none">TrainClassGmm</span><span data-if="com" style="display:none">TrainClassGmm</span><span data-if="dotnet" style="display:none">TrainClassGmm</span><span data-if="python" style="display:none">train_class_gmm</span></a></code>, 
<code><a href="classify_class_gmm.html"><span data-if="hdevelop" style="display:inline">classify_class_gmm</span><span data-if="c" style="display:none">classify_class_gmm</span><span data-if="cpp" style="display:none">ClassifyClassGmm</span><span data-if="com" style="display:none">ClassifyClassGmm</span><span data-if="dotnet" style="display:none">ClassifyClassGmm</span><span data-if="python" style="display:none">classify_class_gmm</span></a></code>, 
<code><a href="evaluate_class_gmm.html"><span data-if="hdevelop" style="display:inline">evaluate_class_gmm</span><span data-if="c" style="display:none">evaluate_class_gmm</span><span data-if="cpp" style="display:none">EvaluateClassGmm</span><span data-if="com" style="display:none">EvaluateClassGmm</span><span data-if="dotnet" style="display:none">EvaluateClassGmm</span><span data-if="python" style="display:none">evaluate_class_gmm</span></a></code>, 
<code><a href="classify_image_class_gmm.html"><span data-if="hdevelop" style="display:inline">classify_image_class_gmm</span><span data-if="c" style="display:none">classify_image_class_gmm</span><span data-if="cpp" style="display:none">ClassifyImageClassGmm</span><span data-if="com" style="display:none">ClassifyImageClassGmm</span><span data-if="dotnet" style="display:none">ClassifyImageClassGmm</span><span data-if="python" style="display:none">classify_image_class_gmm</span></a></code>
</p>
<h2 id="sec_references">References</h2>
<p>

Christopher M. Bishop: “Neural Networks for Pattern Recognition”;
Oxford University Press, Oxford; 1995.
<br>
Mario A.T. Figueiredo: “Unsupervised Learning of Finite Mixture
Models”; IEEE Transactions on Pattern Analysis and Machine
Intelligence, Vol. 24, No. 3; March 2002.
</p>
<h2 id="sec_module">模块</h2>
<p>
Foundation</p>
<!--OP_REF_FOOTER_START-->
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